Dataset statistics
| Number of variables | 22 |
|---|---|
| Number of observations | 1311 |
| Missing cells | 1065 |
| Missing cells (%) | 3.7% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 225.5 KiB |
| Average record size in memory | 176.1 B |
Variable types
| Categorical | 8 |
|---|---|
| Numeric | 14 |
Uniformity has constant value "10.0" | Constant |
Clean.Cup has constant value "10.0" | Constant |
Sweetness has constant value "10.0" | Constant |
Category.One.Defects has constant value "0.0" | Constant |
Quakers has constant value "0.0" | Constant |
Producer has a high cardinality: 675 distinct values | High cardinality |
altitude_low_meters is highly correlated with altitude_high_meters and 1 other fields | High correlation |
altitude_high_meters is highly correlated with altitude_low_meters and 1 other fields | High correlation |
altitude_mean_meters is highly correlated with altitude_low_meters and 1 other fields | High correlation |
Clean.Cup is highly correlated with Sweetness and 5 other fields | High correlation |
Sweetness is highly correlated with Clean.Cup and 5 other fields | High correlation |
Processing Method is highly correlated with Clean.Cup and 4 other fields | High correlation |
Quakers is highly correlated with Clean.Cup and 5 other fields | High correlation |
Country of Origin is highly correlated with Clean.Cup and 4 other fields | High correlation |
Uniformity is highly correlated with Clean.Cup and 5 other fields | High correlation |
Category.One.Defects is highly correlated with Clean.Cup and 5 other fields | High correlation |
Producer has 230 (17.5%) missing values | Missing |
Processing Method has 152 (11.6%) missing values | Missing |
altitude_low_meters has 227 (17.3%) missing values | Missing |
altitude_high_meters has 227 (17.3%) missing values | Missing |
altitude_mean_meters has 227 (17.3%) missing values | Missing |
Category.Two.Defects has 362 (27.6%) zeros | Zeros |
Reproduction
| Analysis started | 2021-02-14 14:04:20.286814 |
|---|---|
| Analysis finished | 2021-02-14 14:04:44.852847 |
| Duration | 24.57 seconds |
| Software version | pandas-profiling v2.10.1 |
| Download configuration | config.yaml |
| Distinct | 36 |
|---|---|
| Distinct (%) | 2.7% |
| Missing | 1 |
| Missing (%) | 0.1% |
| Memory size | 10.4 KiB |
| Mexico | |
|---|---|
| Colombia | |
| Guatemala | |
| Brazil | |
| Taiwan | |
| Other values (31) |
Length
| Max length | 28 |
|---|---|
| Median length | 8 |
| Mean length | 8.893129771 |
| Min length | 4 |
Characters and Unicode
| Total characters | 11650 |
|---|---|
| Distinct characters | 47 |
| Distinct categories | 6 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 8 ? |
|---|---|
| Unique (%) | 0.6% |
Sample
| 1st row | Ethiopia |
|---|---|
| 2nd row | Ethiopia |
| 3rd row | Guatemala |
| 4th row | Ethiopia |
| 5th row | Ethiopia |
| Value | Count | Frequency (%) |
| Mexico | 236 | |
| Colombia | 183 | |
| Guatemala | 181 | |
| Brazil | 132 | |
| Taiwan | 75 | 5.7% |
| United States (Hawaii) | 73 | 5.6% |
| Honduras | 53 | 4.0% |
| Costa Rica | 51 | 3.9% |
| Ethiopia | 44 | 3.4% |
| Tanzania, United Republic Of | 40 | 3.1% |
| Other values (26) | 242 |
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| mexico | 236 | |
| colombia | 183 | 11.0% |
| guatemala | 181 | 10.8% |
| brazil | 132 | 7.9% |
| united | 125 | 7.5% |
| states | 85 | 5.1% |
| taiwan | 75 | 4.5% |
| hawaii | 73 | 4.4% |
| honduras | 53 | 3.2% |
| costa | 51 | 3.1% |
| Other values (35) | 477 |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 1933 | |
| i | 1267 | 10.9% |
| o | 805 | 6.9% |
| e | 742 | 6.4% |
| l | 626 | 5.4% |
| t | 590 | 5.1% |
| n | 502 | 4.3% |
| m | 384 | 3.3% |
| 361 | 3.1% | |
| c | 358 | 3.1% |
| Other values (37) | 4082 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 9423 | |
| Uppercase Letter | 1671 | 14.3% |
| Space Separator | 361 | 3.1% |
| Open Punctuation | 77 | 0.7% |
| Close Punctuation | 77 | 0.7% |
| Other Punctuation | 41 | 0.4% |
Most frequent character per category
| Value | Count | Frequency (%) |
| a | 1933 | |
| i | 1267 | |
| o | 805 | |
| e | 742 | 7.9% |
| l | 626 | 6.6% |
| t | 590 | 6.3% |
| n | 502 | 5.3% |
| m | 384 | 4.1% |
| c | 358 | 3.8% |
| u | 323 | 3.4% |
| Other values (13) | 1893 |
| Value | Count | Frequency (%) |
| M | 256 | |
| C | 251 | |
| G | 182 | |
| U | 151 | |
| T | 147 | |
| B | 134 | |
| H | 132 | |
| S | 106 | |
| R | 96 | 5.7% |
| E | 66 | 3.9% |
| Other values (9) | 150 |
| Value | Count | Frequency (%) |
| , | 40 | |
| ? | 1 | 2.4% |
| Value | Count | Frequency (%) |
| 361 |
| Value | Count | Frequency (%) |
| ( | 77 |
| Value | Count | Frequency (%) |
| ) | 77 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 11094 | |
| Common | 556 | 4.8% |
Most frequent character per script
| Value | Count | Frequency (%) |
| a | 1933 | |
| i | 1267 | 11.4% |
| o | 805 | 7.3% |
| e | 742 | 6.7% |
| l | 626 | 5.6% |
| t | 590 | 5.3% |
| n | 502 | 4.5% |
| m | 384 | 3.5% |
| c | 358 | 3.2% |
| u | 323 | 2.9% |
| Other values (32) | 3564 |
| Value | Count | Frequency (%) |
| 361 | ||
| ( | 77 | 13.8% |
| ) | 77 | 13.8% |
| , | 40 | 7.2% |
| ? | 1 | 0.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 11650 |
Most frequent character per block
| Value | Count | Frequency (%) |
| a | 1933 | |
| i | 1267 | 10.9% |
| o | 805 | 6.9% |
| e | 742 | 6.4% |
| l | 626 | 5.4% |
| t | 590 | 5.1% |
| n | 502 | 4.3% |
| m | 384 | 3.3% |
| 361 | 3.1% | |
| c | 358 | 3.1% |
| Other values (37) | 4082 |
| Distinct | 675 |
|---|---|
| Distinct (%) | 62.4% |
| Missing | 230 |
| Missing (%) | 17.5% |
| Memory size | 10.4 KiB |
| La Plata | 30 |
|---|---|
| Ipanema Agrícola SA | 22 |
| Doi Tung Development Project | 17 |
| Ipanema Agricola | 12 |
| VARIOS | 12 |
| Other values (670) |
Length
| Max length | 100 |
|---|---|
| Median length | 19 |
| Mean length | 20.54024052 |
| Min length | 1 |
Characters and Unicode
| Total characters | 22204 |
|---|---|
| Distinct characters | 222 |
| Distinct categories | 12 ? |
| Distinct scripts | 3 ? |
| Distinct blocks | 4 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 526 ? |
|---|---|
| Unique (%) | 48.7% |
Sample
| 1st row | METAD PLC |
|---|---|
| 2nd row | METAD PLC |
| 3rd row | Yidnekachew Dabessa Coffee Plantation |
| 4th row | METAD PLC |
| 5th row | HVC |
| Value | Count | Frequency (%) |
| La Plata | 30 | 2.3% |
| Ipanema Agrícola SA | 22 | 1.7% |
| Doi Tung Development Project | 17 | 1.3% |
| Ipanema Agricola | 12 | 0.9% |
| VARIOS | 12 | 0.9% |
| Ipanema Agricola S.A | 11 | 0.8% |
| ROBERTO MONTERROSO | 10 | 0.8% |
| AMILCAR LAPOLA | 9 | 0.7% |
| Reinerio Zepeda | 9 | 0.7% |
| LA PLATA | 9 | 0.7% |
| Other values (665) | 940 | |
| (Missing) | 230 | 17.5% |
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| de | 86 | 2.5% |
| 65 | 1.9% | |
| coffee | 64 | 1.9% |
| la | 60 | 1.8% |
| ipanema | 50 | 1.5% |
| s.a | 50 | 1.5% |
| plata | 41 | 1.2% |
| agricola | 37 | 1.1% |
| ltd | 33 | 1.0% |
| sa | 30 | 0.9% |
| Other values (1241) | 2902 |
Most occurring characters
| Value | Count | Frequency (%) |
| 2392 | 10.8% | |
| A | 1473 | 6.6% |
| a | 1174 | 5.3% |
| R | 962 | 4.3% |
| E | 961 | 4.3% |
| e | 902 | 4.1% |
| O | 886 | 4.0% |
| o | 824 | 3.7% |
| I | 758 | 3.4% |
| L | 674 | 3.0% |
| Other values (212) | 11198 |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 10990 | |
| Lowercase Letter | 8057 | |
| Space Separator | 2392 | 10.8% |
| Other Punctuation | 373 | 1.7% |
| Other Letter | 233 | 1.0% |
| Decimal Number | 99 | 0.4% |
| Dash Punctuation | 17 | 0.1% |
| Open Punctuation | 14 | 0.1% |
| Close Punctuation | 14 | 0.1% |
| Math Symbol | 12 | 0.1% |
| Other values (2) | 3 | < 0.1% |
Most frequent character per category
| Value | Count | Frequency (%) |
| 林 | 12 | 5.2% |
| 張 | 7 | 3.0% |
| 曾 | 6 | 2.6% |
| 政 | 5 | 2.1% |
| 倫 | 5 | 2.1% |
| 黃 | 5 | 2.1% |
| 俊 | 5 | 2.1% |
| 方 | 4 | 1.7% |
| 王 | 4 | 1.7% |
| 宏 | 4 | 1.7% |
| Other values (122) | 176 |
| Value | Count | Frequency (%) |
| a | 1174 | |
| e | 902 | |
| o | 824 | |
| n | 608 | 7.5% |
| r | 607 | 7.5% |
| i | 554 | 6.9% |
| l | 392 | 4.9% |
| t | 392 | 4.9% |
| s | 328 | 4.1% |
| u | 322 | 4.0% |
| Other values (24) | 1954 |
| Value | Count | Frequency (%) |
| A | 1473 | |
| R | 962 | 8.8% |
| E | 961 | 8.7% |
| O | 886 | 8.1% |
| I | 758 | 6.9% |
| L | 674 | 6.1% |
| N | 620 | 5.6% |
| S | 610 | 5.6% |
| C | 601 | 5.5% |
| M | 430 | 3.9% |
| Other values (22) | 3015 |
| Value | Count | Frequency (%) |
| 0 | 20 | |
| 2 | 20 | |
| 1 | 16 | |
| 3 | 12 | |
| 9 | 11 | |
| 4 | 8 | 8.1% |
| 6 | 5 | 5.1% |
| 7 | 3 | 3.0% |
| 5 | 2 | 2.0% |
| 8 | 2 | 2.0% |
| Value | Count | Frequency (%) |
| . | 195 | |
| , | 95 | |
| / | 53 | 14.2% |
| & | 13 | 3.5% |
| ' | 6 | 1.6% |
| : | 6 | 1.6% |
| ; | 5 | 1.3% |
| Value | Count | Frequency (%) |
| 2392 |
| Value | Count | Frequency (%) |
| | | 12 |
| Value | Count | Frequency (%) |
| - | 17 |
| Value | Count | Frequency (%) |
| ( | 14 |
| Value | Count | Frequency (%) |
| ) | 14 |
| Value | Count | Frequency (%) |
| ’ | 2 |
| Value | Count | Frequency (%) |
| _ | 1 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 19047 | |
| Common | 2924 | 13.2% |
| Han | 233 | 1.0% |
Most frequent character per script
| Value | Count | Frequency (%) |
| 林 | 12 | 5.2% |
| 張 | 7 | 3.0% |
| 曾 | 6 | 2.6% |
| 政 | 5 | 2.1% |
| 倫 | 5 | 2.1% |
| 黃 | 5 | 2.1% |
| 俊 | 5 | 2.1% |
| 方 | 4 | 1.7% |
| 王 | 4 | 1.7% |
| 宏 | 4 | 1.7% |
| Other values (122) | 176 |
| Value | Count | Frequency (%) |
| A | 1473 | 7.7% |
| a | 1174 | 6.2% |
| R | 962 | 5.1% |
| E | 961 | 5.0% |
| e | 902 | 4.7% |
| O | 886 | 4.7% |
| o | 824 | 4.3% |
| I | 758 | 4.0% |
| L | 674 | 3.5% |
| N | 620 | 3.3% |
| Other values (56) | 9813 |
| Value | Count | Frequency (%) |
| 2392 | ||
| . | 195 | 6.7% |
| , | 95 | 3.2% |
| / | 53 | 1.8% |
| 0 | 20 | 0.7% |
| 2 | 20 | 0.7% |
| - | 17 | 0.6% |
| 1 | 16 | 0.5% |
| ( | 14 | 0.5% |
| ) | 14 | 0.5% |
| Other values (14) | 88 | 3.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 21867 | |
| CJK | 233 | 1.0% |
| None | 102 | 0.5% |
| Punctuation | 2 | < 0.1% |
Most frequent character per block
| Value | Count | Frequency (%) |
| 2392 | 10.9% | |
| A | 1473 | 6.7% |
| a | 1174 | 5.4% |
| R | 962 | 4.4% |
| E | 961 | 4.4% |
| e | 902 | 4.1% |
| O | 886 | 4.1% |
| o | 824 | 3.8% |
| I | 758 | 3.5% |
| L | 674 | 3.1% |
| Other values (65) | 10861 |
| Value | Count | Frequency (%) |
| í | 25 | |
| é | 13 | |
| ó | 12 | |
| Ñ | 10 | 9.8% |
| Í | 9 | 8.8% |
| ú | 7 | 6.9% |
| á | 6 | 5.9% |
| Ó | 4 | 3.9% |
| É | 4 | 3.9% |
| è | 4 | 3.9% |
| Other values (4) | 8 | 7.8% |
| Value | Count | Frequency (%) |
| 林 | 12 | 5.2% |
| 張 | 7 | 3.0% |
| 曾 | 6 | 2.6% |
| 政 | 5 | 2.1% |
| 倫 | 5 | 2.1% |
| 黃 | 5 | 2.1% |
| 俊 | 5 | 2.1% |
| 方 | 4 | 1.7% |
| 王 | 4 | 1.7% |
| 宏 | 4 | 1.7% |
| Other values (122) | 176 |
| Value | Count | Frequency (%) |
| ’ | 2 |
Number.of.Bags
Real number (ℝ≥0)
| Distinct | 129 |
|---|---|
| Distinct (%) | 9.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 153.2112891 |
|---|---|
| Minimum | 0 |
| Maximum | 600 |
| Zeros | 1 |
| Zeros (%) | 0.1% |
| Memory size | 10.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 14.5 |
| median | 175 |
| Q3 | 275 |
| 95-th percentile | 320 |
| Maximum | 600 |
| Range | 600 |
| Interquartile range (IQR) | 260.5 |
Descriptive statistics
| Standard deviation | 127.28396 |
|---|---|
| Coefficient of variation (CV) | 0.8307740293 |
| Kurtosis | -1.441537985 |
| Mean | 153.2112891 |
| Median Absolute Deviation (MAD) | 125 |
| Skewness | 0.08097133978 |
| Sum | 200860 |
| Variance | 16201.20647 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 250 | 241 | |
| 275 | 176 | |
| 10 | 108 | 8.2% |
| 1 | 87 | 6.6% |
| 300 | 71 | 5.4% |
| 320 | 70 | 5.3% |
| 50 | 42 | 3.2% |
| 100 | 37 | 2.8% |
| 20 | 35 | 2.7% |
| 2 | 29 | 2.2% |
| Other values (119) | 415 |
| Value | Count | Frequency (%) |
| 0 | 1 | 0.1% |
| 1 | 87 | |
| 2 | 29 | 2.2% |
| 3 | 18 | 1.4% |
| 4 | 6 | 0.5% |
| Value | Count | Frequency (%) |
| 600 | 1 | 0.1% |
| 550 | 2 | |
| 500 | 2 | |
| 450 | 2 | |
| 440 | 3 |
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 152 |
| Missing (%) | 11.6% |
| Memory size | 10.4 KiB |
| Washed / Wet | |
|---|---|
| Natural / Dry | |
| Semi-washed / Semi-pulped | 56 |
| Other | 26 |
| Pulped natural / honey | 14 |
Length
| Max length | 25 |
|---|---|
| Median length | 12 |
| Mean length | 12.80845557 |
| Min length | 5 |
Characters and Unicode
| Total characters | 14845 |
|---|---|
| Distinct characters | 25 |
| Distinct categories | 5 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Washed / Wet |
|---|---|
| 2nd row | Washed / Wet |
| 3rd row | Natural / Dry |
| 4th row | Washed / Wet |
| 5th row | Natural / Dry |
| Value | Count | Frequency (%) |
| Washed / Wet | 812 | |
| Natural / Dry | 251 | 19.1% |
| Semi-washed / Semi-pulped | 56 | 4.3% |
| Other | 26 | 2.0% |
| Pulped natural / honey | 14 | 1.1% |
| (Missing) | 152 | 11.6% |
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| 1133 | ||
| washed | 812 | |
| wet | 812 | |
| natural | 265 | 7.7% |
| dry | 251 | 7.3% |
| semi-washed | 56 | 1.6% |
| semi-pulped | 56 | 1.6% |
| other | 26 | 0.8% |
| pulped | 14 | 0.4% |
| honey | 14 | 0.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| 2280 | ||
| e | 1902 | |
| W | 1624 | |
| a | 1398 | |
| / | 1133 | |
| t | 1103 | |
| d | 938 | |
| h | 908 | 6.1% |
| s | 868 | 5.8% |
| r | 542 | 3.7% |
| Other values (15) | 2149 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 9042 | |
| Space Separator | 2280 | 15.4% |
| Uppercase Letter | 2278 | 15.3% |
| Other Punctuation | 1133 | 7.6% |
| Dash Punctuation | 112 | 0.8% |
Most frequent character per category
| Value | Count | Frequency (%) |
| e | 1902 | |
| a | 1398 | |
| t | 1103 | |
| d | 938 | |
| h | 908 | |
| s | 868 | |
| r | 542 | 6.0% |
| u | 335 | 3.7% |
| l | 335 | 3.7% |
| y | 265 | 2.9% |
| Other values (6) | 448 | 5.0% |
| Value | Count | Frequency (%) |
| W | 1624 | |
| N | 251 | 11.0% |
| D | 251 | 11.0% |
| S | 112 | 4.9% |
| O | 26 | 1.1% |
| P | 14 | 0.6% |
| Value | Count | Frequency (%) |
| 2280 |
| Value | Count | Frequency (%) |
| / | 1133 |
| Value | Count | Frequency (%) |
| - | 112 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 11320 | |
| Common | 3525 | 23.7% |
Most frequent character per script
| Value | Count | Frequency (%) |
| e | 1902 | |
| W | 1624 | |
| a | 1398 | |
| t | 1103 | |
| d | 938 | |
| h | 908 | |
| s | 868 | |
| r | 542 | 4.8% |
| u | 335 | 3.0% |
| l | 335 | 3.0% |
| Other values (12) | 1367 |
| Value | Count | Frequency (%) |
| 2280 | ||
| / | 1133 | |
| - | 112 | 3.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 14845 |
Most frequent character per block
| Value | Count | Frequency (%) |
| 2280 | ||
| e | 1902 | |
| W | 1624 | |
| a | 1398 | |
| / | 1133 | |
| t | 1103 | |
| d | 938 | |
| h | 908 | 6.1% |
| s | 868 | 5.8% |
| r | 542 | 3.7% |
| Other values (15) | 2149 |
Aroma
Real number (ℝ≥0)
| Distinct | 16 |
|---|---|
| Distinct (%) | 1.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.574912281 |
|---|---|
| Minimum | 7 |
| Maximum | 8.17 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 10.4 KiB |
Quantile statistics
| Minimum | 7 |
|---|---|
| 5-th percentile | 7.17 |
| Q1 | 7.42 |
| median | 7.58 |
| Q3 | 7.75 |
| 95-th percentile | 8 |
| Maximum | 8.17 |
| Range | 1.17 |
| Interquartile range (IQR) | 0.33 |
Descriptive statistics
| Standard deviation | 0.2446130531 |
|---|---|
| Coefficient of variation (CV) | 0.03229252617 |
| Kurtosis | -0.1632119554 |
| Mean | 7.574912281 |
| Median Absolute Deviation (MAD) | 0.16 |
| Skewness | -0.0215703415 |
| Sum | 9930.71 |
| Variance | 0.05983554573 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=16)
| Value | Count | Frequency (%) |
| 7.58 | 219 | |
| 7.67 | 173 | |
| 7.5 | 163 | |
| 7.75 | 122 | |
| 7.42 | 121 | |
| 7.83 | 101 | |
| 7.33 | 96 | |
| 7.25 | 78 | 5.9% |
| 7.92 | 57 | 4.3% |
| 7.17 | 45 | 3.4% |
| Other values (6) | 136 |
| Value | Count | Frequency (%) |
| 7 | 23 | 1.8% |
| 7.08 | 28 | 2.1% |
| 7.17 | 45 | |
| 7.25 | 78 | |
| 7.33 | 96 |
| Value | Count | Frequency (%) |
| 8.17 | 20 | 1.5% |
| 8.08 | 20 | 1.5% |
| 8 | 43 | |
| 7.92 | 57 | |
| 7.83 | 101 |
Flavor
Real number (ℝ≥0)
| Distinct | 22 |
|---|---|
| Distinct (%) | 1.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.532379863 |
|---|---|
| Minimum | 6.75 |
| Maximum | 8.33 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 10.4 KiB |
Quantile statistics
| Minimum | 6.75 |
|---|---|
| 5-th percentile | 7 |
| Q1 | 7.33 |
| median | 7.58 |
| Q3 | 7.75 |
| 95-th percentile | 8 |
| Maximum | 8.33 |
| Range | 1.58 |
| Interquartile range (IQR) | 0.42 |
Descriptive statistics
| Standard deviation | 0.2858398297 |
|---|---|
| Coefficient of variation (CV) | 0.03794814321 |
| Kurtosis | 0.2020794817 |
| Mean | 7.532379863 |
| Median Absolute Deviation (MAD) | 0.17 |
| Skewness | -0.1877976558 |
| Sum | 9874.95 |
| Variance | 0.08170440827 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=22)
| Value | Count | Frequency (%) |
| 7.58 | 205 | |
| 7.5 | 164 | |
| 7.67 | 145 | |
| 7.75 | 120 | |
| 7.42 | 114 | |
| 7.33 | 110 | |
| 7.83 | 85 | |
| 7.25 | 64 | 4.9% |
| 7.17 | 56 | 4.3% |
| 7.08 | 42 | 3.2% |
| Other values (12) | 206 |
| Value | Count | Frequency (%) |
| 6.75 | 10 | 0.8% |
| 6.83 | 16 | 1.2% |
| 6.92 | 15 | 1.1% |
| 7 | 36 | |
| 7.08 | 42 |
| Value | Count | Frequency (%) |
| 8.33 | 5 | 0.4% |
| 8.25 | 7 | 0.5% |
| 8.17 | 18 | |
| 8.08 | 13 | 1.0% |
| 8 | 41 |
Aftertaste
Real number (ℝ≥0)
| Distinct | 18 |
|---|---|
| Distinct (%) | 1.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.420823799 |
|---|---|
| Minimum | 6.83 |
| Maximum | 8 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 10.4 KiB |
Quantile statistics
| Minimum | 6.83 |
|---|---|
| 5-th percentile | 6.92 |
| Q1 | 7.25 |
| median | 7.42 |
| Q3 | 7.58 |
| 95-th percentile | 7.83 |
| Maximum | 8 |
| Range | 1.17 |
| Interquartile range (IQR) | 0.33 |
Descriptive statistics
| Standard deviation | 0.2636373728 |
|---|---|
| Coefficient of variation (CV) | 0.03552669892 |
| Kurtosis | -0.3004776209 |
| Mean | 7.420823799 |
| Median Absolute Deviation (MAD) | 0.17 |
| Skewness | -0.146133478 |
| Sum | 9728.7 |
| Variance | 0.06950466435 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=18)
| Value | Count | Frequency (%) |
| 7.42 | 212 | |
| 7.5 | 162 | |
| 7.33 | 150 | |
| 7.58 | 125 | |
| 7.25 | 103 | |
| 7.67 | 99 | |
| 7.17 | 90 | |
| 7.75 | 81 | 6.2% |
| 7 | 62 | 4.7% |
| 7.83 | 61 | 4.7% |
| Other values (8) | 166 |
| Value | Count | Frequency (%) |
| 6.83 | 36 | 2.7% |
| 6.92 | 36 | 2.7% |
| 7 | 62 | |
| 7.08 | 45 | |
| 7.17 | 90 |
| Value | Count | Frequency (%) |
| 8 | 27 | 2.1% |
| 7.92 | 19 | 1.4% |
| 7.88 | 1 | 0.1% |
| 7.83 | 61 | |
| 7.75 | 81 |
Acidity
Real number (ℝ≥0)
| Distinct | 21 |
|---|---|
| Distinct (%) | 1.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.53518688 |
|---|---|
| Minimum | 6.75 |
| Maximum | 8.33 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 10.4 KiB |
Quantile statistics
| Minimum | 6.75 |
|---|---|
| 5-th percentile | 7.08 |
| Q1 | 7.33 |
| median | 7.5 |
| Q3 | 7.75 |
| 95-th percentile | 8 |
| Maximum | 8.33 |
| Range | 1.58 |
| Interquartile range (IQR) | 0.42 |
Descriptive statistics
| Standard deviation | 0.2850339865 |
|---|---|
| Coefficient of variation (CV) | 0.03782706269 |
| Kurtosis | 0.057615902 |
| Mean | 7.53518688 |
| Median Absolute Deviation (MAD) | 0.17 |
| Skewness | 0.03306875361 |
| Sum | 9878.63 |
| Variance | 0.08124437345 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=21)
| Value | Count | Frequency (%) |
| 7.5 | 185 | |
| 7.58 | 150 | |
| 7.67 | 143 | |
| 7.42 | 127 | |
| 7.75 | 122 | |
| 7.33 | 110 | |
| 7.25 | 86 | |
| 7.17 | 73 | 5.6% |
| 7.83 | 72 | 5.5% |
| 8 | 47 | 3.6% |
| Other values (11) | 196 |
| Value | Count | Frequency (%) |
| 6.75 | 6 | 0.5% |
| 6.83 | 11 | 0.8% |
| 6.92 | 10 | 0.8% |
| 7 | 32 | |
| 7.08 | 36 |
| Value | Count | Frequency (%) |
| 8.33 | 9 | 0.7% |
| 8.25 | 6 | 0.5% |
| 8.17 | 14 | 1.1% |
| 8.08 | 25 | |
| 8 | 47 |
Body
Real number (ℝ≥0)
| Distinct | 19 |
|---|---|
| Distinct (%) | 1.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.520213577 |
|---|---|
| Minimum | 6.83 |
| Maximum | 8.17 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 10.4 KiB |
Quantile statistics
| Minimum | 6.83 |
|---|---|
| 5-th percentile | 7.08 |
| Q1 | 7.33 |
| median | 7.5 |
| Q3 | 7.67 |
| 95-th percentile | 7.92 |
| Maximum | 8.17 |
| Range | 1.34 |
| Interquartile range (IQR) | 0.34 |
Descriptive statistics
| Standard deviation | 0.2553470026 |
|---|---|
| Coefficient of variation (CV) | 0.03395475408 |
| Kurtosis | -0.2376636121 |
| Mean | 7.520213577 |
| Median Absolute Deviation (MAD) | 0.17 |
| Skewness | -0.02666375812 |
| Sum | 9859 |
| Variance | 0.06520209175 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=19)
| Value | Count | Frequency (%) |
| 7.5 | 228 | |
| 7.67 | 149 | |
| 7.58 | 136 | |
| 7.33 | 131 | |
| 7.42 | 125 | |
| 7.75 | 108 | |
| 7.25 | 86 | 6.6% |
| 7.83 | 82 | 6.3% |
| 7.17 | 68 | 5.2% |
| 7.92 | 48 | 3.7% |
| Other values (9) | 150 |
| Value | Count | Frequency (%) |
| 6.83 | 4 | 0.3% |
| 6.92 | 11 | 0.8% |
| 7 | 34 | |
| 7.08 | 37 | |
| 7.17 | 68 |
| Value | Count | Frequency (%) |
| 8.17 | 7 | 0.5% |
| 8.08 | 21 | 1.6% |
| 8 | 34 | |
| 7.92 | 48 | |
| 7.83 | 82 |
Balance
Real number (ℝ≥0)
| Distinct | 20 |
|---|---|
| Distinct (%) | 1.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.517307399 |
|---|---|
| Minimum | 6.75 |
| Maximum | 8.33 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 10.4 KiB |
Quantile statistics
| Minimum | 6.75 |
|---|---|
| 5-th percentile | 7 |
| Q1 | 7.33 |
| median | 7.5 |
| Q3 | 7.75 |
| 95-th percentile | 8 |
| Maximum | 8.33 |
| Range | 1.58 |
| Interquartile range (IQR) | 0.42 |
Descriptive statistics
| Standard deviation | 0.300968659 |
|---|---|
| Coefficient of variation (CV) | 0.04003676356 |
| Kurtosis | -0.04027101873 |
| Mean | 7.517307399 |
| Median Absolute Deviation (MAD) | 0.17 |
| Skewness | -0.1047857 |
| Sum | 9855.19 |
| Variance | 0.09058213368 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=20)
| Value | Count | Frequency (%) |
| 7.5 | 211 | |
| 7.67 | 145 | |
| 7.58 | 127 | |
| 7.42 | 120 | |
| 7.75 | 103 | |
| 7.33 | 99 | |
| 7.83 | 98 | |
| 7.17 | 71 | 5.4% |
| 7.25 | 64 | 4.9% |
| 7 | 46 | 3.5% |
| Other values (10) | 227 |
| Value | Count | Frequency (%) |
| 6.75 | 7 | 0.5% |
| 6.83 | 22 | |
| 6.92 | 26 | |
| 7 | 46 | |
| 7.08 | 41 |
| Value | Count | Frequency (%) |
| 8.33 | 7 | 0.5% |
| 8.25 | 8 | 0.6% |
| 8.17 | 17 | 1.3% |
| 8.08 | 16 | 1.2% |
| 8 | 45 |
| Distinct | 1 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 10.4 KiB |
| 10.0 |
|---|
Length
| Max length | 4 |
|---|---|
| Median length | 4 |
| Mean length | 4 |
| Min length | 4 |
Characters and Unicode
| Total characters | 5244 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 10.0 |
|---|---|
| 2nd row | 10.0 |
| 3rd row | 10.0 |
| 4th row | 10.0 |
| 5th row | 10.0 |
| Value | Count | Frequency (%) |
| 10.0 | 1311 |
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| 10.0 | 1311 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 2622 | |
| 1 | 1311 | |
| . | 1311 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 3933 | |
| Other Punctuation | 1311 | 25.0% |
Most frequent character per category
| Value | Count | Frequency (%) |
| 0 | 2622 | |
| 1 | 1311 |
| Value | Count | Frequency (%) |
| . | 1311 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 5244 |
Most frequent character per script
| Value | Count | Frequency (%) |
| 0 | 2622 | |
| 1 | 1311 | |
| . | 1311 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 5244 |
Most frequent character per block
| Value | Count | Frequency (%) |
| 0 | 2622 | |
| 1 | 1311 | |
| . | 1311 |
| Distinct | 1 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 10.4 KiB |
| 10.0 |
|---|
Length
| Max length | 4 |
|---|---|
| Median length | 4 |
| Mean length | 4 |
| Min length | 4 |
Characters and Unicode
| Total characters | 5244 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 10.0 |
|---|---|
| 2nd row | 10.0 |
| 3rd row | 10.0 |
| 4th row | 10.0 |
| 5th row | 10.0 |
| Value | Count | Frequency (%) |
| 10.0 | 1311 |
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| 10.0 | 1311 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 2622 | |
| 1 | 1311 | |
| . | 1311 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 3933 | |
| Other Punctuation | 1311 | 25.0% |
Most frequent character per category
| Value | Count | Frequency (%) |
| 0 | 2622 | |
| 1 | 1311 |
| Value | Count | Frequency (%) |
| . | 1311 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 5244 |
Most frequent character per script
| Value | Count | Frequency (%) |
| 0 | 2622 | |
| 1 | 1311 | |
| . | 1311 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 5244 |
Most frequent character per block
| Value | Count | Frequency (%) |
| 0 | 2622 | |
| 1 | 1311 | |
| . | 1311 |
| Distinct | 1 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 10.4 KiB |
| 10.0 |
|---|
Length
| Max length | 4 |
|---|---|
| Median length | 4 |
| Mean length | 4 |
| Min length | 4 |
Characters and Unicode
| Total characters | 5244 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 10.0 |
|---|---|
| 2nd row | 10.0 |
| 3rd row | 10.0 |
| 4th row | 10.0 |
| 5th row | 10.0 |
| Value | Count | Frequency (%) |
| 10.0 | 1311 |
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| 10.0 | 1311 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 2622 | |
| 1 | 1311 | |
| . | 1311 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 3933 | |
| Other Punctuation | 1311 | 25.0% |
Most frequent character per category
| Value | Count | Frequency (%) |
| 0 | 2622 | |
| 1 | 1311 |
| Value | Count | Frequency (%) |
| . | 1311 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 5244 |
Most frequent character per script
| Value | Count | Frequency (%) |
| 0 | 2622 | |
| 1 | 1311 | |
| . | 1311 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 5244 |
Most frequent character per block
| Value | Count | Frequency (%) |
| 0 | 2622 | |
| 1 | 1311 | |
| . | 1311 |
Cupper.Points
Real number (ℝ≥0)
| Distinct | 26 |
|---|---|
| Distinct (%) | 2.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.502623951 |
|---|---|
| Minimum | 6.5 |
| Maximum | 8.5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 10.4 KiB |
Quantile statistics
| Minimum | 6.5 |
|---|---|
| 5-th percentile | 6.83 |
| Q1 | 7.33 |
| median | 7.5 |
| Q3 | 7.75 |
| 95-th percentile | 8.08 |
| Maximum | 8.5 |
| Range | 2 |
| Interquartile range (IQR) | 0.42 |
Descriptive statistics
| Standard deviation | 0.3524626271 |
|---|---|
| Coefficient of variation (CV) | 0.04697858102 |
| Kurtosis | 0.32317713 |
| Mean | 7.502623951 |
| Median Absolute Deviation (MAD) | 0.25 |
| Skewness | -0.1185075134 |
| Sum | 9835.94 |
| Variance | 0.1242299035 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=26)
| Value | Count | Frequency (%) |
| 7.5 | 184 | |
| 7.58 | 136 | |
| 7.33 | 114 | 8.7% |
| 7.67 | 113 | 8.6% |
| 7.42 | 103 | 7.9% |
| 7.25 | 85 | 6.5% |
| 7.75 | 84 | 6.4% |
| 7.83 | 81 | 6.2% |
| 7.17 | 63 | 4.8% |
| 7.92 | 52 | 4.0% |
| Other values (16) | 296 |
| Value | Count | Frequency (%) |
| 6.5 | 6 | 0.5% |
| 6.58 | 6 | 0.5% |
| 6.67 | 20 | |
| 6.75 | 14 | |
| 6.83 | 21 |
| Value | Count | Frequency (%) |
| 8.5 | 8 | 0.6% |
| 8.42 | 6 | 0.5% |
| 8.33 | 8 | 0.6% |
| 8.25 | 6 | 0.5% |
| 8.17 | 20 |
Total.Cup.Points
Real number (ℝ≥0)
| Distinct | 119 |
|---|---|
| Distinct (%) | 9.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 82.47691838 |
|---|---|
| Minimum | 77.42 |
| Maximum | 87.42 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 10.4 KiB |
Quantile statistics
| Minimum | 77.42 |
|---|---|
| 5-th percentile | 79.17 |
| Q1 | 81.5 |
| median | 82.5 |
| Q3 | 83.58 |
| 95-th percentile | 85.33 |
| Maximum | 87.42 |
| Range | 10 |
| Interquartile range (IQR) | 2.08 |
Descriptive statistics
| Standard deviation | 1.768781819 |
|---|---|
| Coefficient of variation (CV) | 0.02144577966 |
| Kurtosis | 0.2375368529 |
| Mean | 82.47691838 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.2290144227 |
| Sum | 108127.24 |
| Variance | 3.128589122 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 82.5 | 95 | 7.2% |
| 83.17 | 38 | 2.9% |
| 83 | 37 | 2.8% |
| 82.42 | 31 | 2.4% |
| 82.33 | 29 | 2.2% |
| 82.75 | 29 | 2.2% |
| 81.83 | 26 | 2.0% |
| 82.92 | 26 | 2.0% |
| 82.67 | 26 | 2.0% |
| 81.67 | 25 | 1.9% |
| Other values (109) | 949 |
| Value | Count | Frequency (%) |
| 77.42 | 1 | 0.1% |
| 77.5 | 1 | 0.1% |
| 77.58 | 1 | 0.1% |
| 77.67 | 1 | 0.1% |
| 77.83 | 3 |
| Value | Count | Frequency (%) |
| 87.42 | 1 | 0.1% |
| 87.33 | 1 | 0.1% |
| 87.25 | 3 | |
| 87.17 | 2 | |
| 87.08 | 2 |
Moisture
Real number (ℝ≥0)
| Distinct | 12 |
|---|---|
| Distinct (%) | 0.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.1113501144 |
|---|---|
| Minimum | 0.05 |
| Maximum | 0.16 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 10.4 KiB |
Quantile statistics
| Minimum | 0.05 |
|---|---|
| 5-th percentile | 0.1 |
| Q1 | 0.11 |
| median | 0.11 |
| Q3 | 0.12 |
| 95-th percentile | 0.13 |
| Maximum | 0.16 |
| Range | 0.11 |
| Interquartile range (IQR) | 0.01 |
Descriptive statistics
| Standard deviation | 0.01232852763 |
|---|---|
| Coefficient of variation (CV) | 0.1107185897 |
| Kurtosis | 6.038317189 |
| Mean | 0.1113501144 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | -0.7795584165 |
| Sum | 145.98 |
| Variance | 0.0001519925935 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=12)
| Value | Count | Frequency (%) |
| 0.11 | 674 | |
| 0.12 | 284 | |
| 0.1 | 180 | 13.7% |
| 0.13 | 75 | 5.7% |
| 0.09 | 26 | 2.0% |
| 0.14 | 23 | 1.8% |
| 0.08 | 16 | 1.2% |
| 0.05 | 8 | 0.6% |
| 0.15 | 8 | 0.6% |
| 0.06 | 7 | 0.5% |
| Other values (2) | 10 | 0.8% |
| Value | Count | Frequency (%) |
| 0.05 | 8 | 0.6% |
| 0.06 | 7 | 0.5% |
| 0.07 | 5 | 0.4% |
| 0.08 | 16 | |
| 0.09 | 26 |
| Value | Count | Frequency (%) |
| 0.16 | 5 | 0.4% |
| 0.15 | 8 | 0.6% |
| 0.14 | 23 | 1.8% |
| 0.13 | 75 | 5.7% |
| 0.12 | 284 |
| Distinct | 1 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 10.4 KiB |
| 0.0 |
|---|
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 3933 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
| Value | Count | Frequency (%) |
| 0.0 | 1311 |
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| 0.0 | 1311 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 2622 | |
| . | 1311 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 2622 | |
| Other Punctuation | 1311 |
Most frequent character per category
| Value | Count | Frequency (%) |
| 0 | 2622 |
| Value | Count | Frequency (%) |
| . | 1311 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 3933 |
Most frequent character per script
| Value | Count | Frequency (%) |
| 0 | 2622 | |
| . | 1311 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 3933 |
Most frequent character per block
| Value | Count | Frequency (%) |
| 0 | 2622 | |
| . | 1311 |
| Distinct | 1 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 1 |
| Missing (%) | 0.1% |
| Memory size | 10.4 KiB |
| 0.0 |
|---|
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 3930 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
| Value | Count | Frequency (%) |
| 0.0 | 1310 | |
| (Missing) | 1 | 0.1% |
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| 0.0 | 1310 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 2620 | |
| . | 1310 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 2620 | |
| Other Punctuation | 1310 |
Most frequent character per category
| Value | Count | Frequency (%) |
| 0 | 2620 |
| Value | Count | Frequency (%) |
| . | 1310 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 3930 |
Most frequent character per script
| Value | Count | Frequency (%) |
| 0 | 2620 | |
| . | 1310 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 3930 |
Most frequent character per block
| Value | Count | Frequency (%) |
| 0 | 2620 | |
| . | 1310 |
| Distinct | 11 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.398932113 |
|---|---|
| Minimum | 0 |
| Maximum | 10 |
| Zeros | 362 |
| Zeros (%) | 27.6% |
| Memory size | 10.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 2 |
| Q3 | 4 |
| 95-th percentile | 8 |
| Maximum | 10 |
| Range | 10 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 2.442367533 |
|---|---|
| Coefficient of variation (CV) | 1.018106148 |
| Kurtosis | 0.9122287155 |
| Mean | 2.398932113 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 1.188133508 |
| Sum | 3145 |
| Variance | 5.965159164 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=11)
| Value | Count | Frequency (%) |
| 0 | 362 | |
| 2 | 272 | |
| 1 | 200 | |
| 3 | 133 | 10.1% |
| 4 | 118 | 9.0% |
| 5 | 73 | 5.6% |
| 6 | 42 | 3.2% |
| 7 | 39 | 3.0% |
| 8 | 29 | 2.2% |
| 9 | 22 | 1.7% |
| Value | Count | Frequency (%) |
| 0 | 362 | |
| 1 | 200 | |
| 2 | 272 | |
| 3 | 133 | 10.1% |
| 4 | 118 | 9.0% |
| Value | Count | Frequency (%) |
| 10 | 21 | |
| 9 | 22 | |
| 8 | 29 | |
| 7 | 39 | |
| 6 | 42 |
| Distinct | 156 |
|---|---|
| Distinct (%) | 14.4% |
| Missing | 227 |
| Missing (%) | 17.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1326.835283 |
|---|---|
| Minimum | 350 |
| Maximum | 2285 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 10.4 KiB |
Quantile statistics
| Minimum | 350 |
|---|---|
| 5-th percentile | 758.75 |
| Q1 | 1170 |
| median | 1310.64 |
| Q3 | 1550 |
| 95-th percentile | 1800 |
| Maximum | 2285 |
| Range | 1935 |
| Interquartile range (IQR) | 380 |
Descriptive statistics
| Standard deviation | 323.3443903 |
|---|---|
| Coefficient of variation (CV) | 0.2436959541 |
| Kurtosis | 0.2308307436 |
| Mean | 1326.835283 |
| Median Absolute Deviation (MAD) | 210.64 |
| Skewness | -0.3806061048 |
| Sum | 1438289.447 |
| Variance | 104551.5947 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1310.64 | 92 | 7.0% |
| 1200 | 80 | 6.1% |
| 1600 | 65 | 5.0% |
| 1400 | 59 | 4.5% |
| 1100 | 55 | 4.2% |
| 1500 | 54 | 4.1% |
| 1300 | 48 | 3.7% |
| 1800 | 41 | 3.1% |
| 1250 | 38 | 2.9% |
| 1700 | 36 | 2.7% |
| Other values (146) | 516 | |
| (Missing) | 227 |
| Value | Count | Frequency (%) |
| 350 | 3 | |
| 400 | 2 | |
| 426.72 | 1 | 0.1% |
| 439 | 1 | 0.1% |
| 441 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 2285 | 1 | |
| 2136 | 2 | |
| 2112 | 1 | |
| 2100 | 1 | |
| 2080 | 1 |
| Distinct | 158 |
|---|---|
| Distinct (%) | 14.6% |
| Missing | 227 |
| Missing (%) | 17.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1368.512937 |
|---|---|
| Minimum | 280 |
| Maximum | 2285 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 10.4 KiB |
Quantile statistics
| Minimum | 280 |
|---|---|
| 5-th percentile | 774.15 |
| Q1 | 1200 |
| median | 1350 |
| Q3 | 1600 |
| 95-th percentile | 1950 |
| Maximum | 2285 |
| Range | 2005 |
| Interquartile range (IQR) | 400 |
Descriptive statistics
| Standard deviation | 351.8316608 |
|---|---|
| Coefficient of variation (CV) | 0.2570904895 |
| Kurtosis | 0.06896512641 |
| Mean | 1368.512937 |
| Median Absolute Deviation (MAD) | 225.8152 |
| Skewness | -0.2683539902 |
| Sum | 1483468.023 |
| Variance | 123785.5175 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1350 | 79 | 6.0% |
| 1200 | 65 | 5.0% |
| 1400 | 63 | 4.8% |
| 1100 | 54 | 4.1% |
| 1500 | 51 | 3.9% |
| 1800 | 44 | 3.4% |
| 1300 | 44 | 3.4% |
| 1700 | 42 | 3.2% |
| 1250 | 39 | 3.0% |
| 1600 | 34 | 2.6% |
| Other values (148) | 569 | |
| (Missing) | 227 | 17.3% |
| Value | Count | Frequency (%) |
| 280 | 1 | 0.1% |
| 300 | 1 | 0.1% |
| 350 | 3 | |
| 426.72 | 1 | 0.1% |
| 439 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 2285 | 1 | 0.1% |
| 2200 | 5 | |
| 2136 | 2 | 0.2% |
| 2112 | 1 | 0.1% |
| 2100 | 1 | 0.1% |
| Distinct | 167 |
|---|---|
| Distinct (%) | 15.4% |
| Missing | 227 |
| Missing (%) | 17.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1347.544516 |
|---|---|
| Minimum | 350 |
| Maximum | 2285 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 10.4 KiB |
Quantile statistics
| Minimum | 350 |
|---|---|
| 5-th percentile | 800 |
| Q1 | 1200 |
| median | 1310.64 |
| Q3 | 1600 |
| 95-th percentile | 1821.075 |
| Maximum | 2285 |
| Range | 1935 |
| Interquartile range (IQR) | 400 |
Descriptive statistics
| Standard deviation | 328.9097319 |
|---|---|
| Coefficient of variation (CV) | 0.2440807914 |
| Kurtosis | 0.09451253744 |
| Mean | 1347.544516 |
| Median Absolute Deviation (MAD) | 210.64 |
| Skewness | -0.3412730809 |
| Sum | 1460738.255 |
| Variance | 108181.6117 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1310.64 | 92 | 7.0% |
| 1200 | 66 | 5.0% |
| 1100 | 52 | 4.0% |
| 1400 | 52 | 4.0% |
| 1300 | 50 | 3.8% |
| 1500 | 44 | 3.4% |
| 1250 | 39 | 3.0% |
| 1700 | 36 | 2.7% |
| 1600 | 35 | 2.7% |
| 1550 | 34 | 2.6% |
| Other values (157) | 584 | |
| (Missing) | 227 | 17.3% |
| Value | Count | Frequency (%) |
| 350 | 3 | 0.2% |
| 426.72 | 1 | 0.1% |
| 439 | 1 | 0.1% |
| 441 | 1 | 0.1% |
| 442 | 12 |
| Value | Count | Frequency (%) |
| 2285 | 1 | |
| 2136 | 2 | |
| 2112 | 1 | |
| 2100 | 1 | |
| 2080 | 1 |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here. A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.
The dendrogram allows you to more fully correlate variable completion, revealing trends deeper than the pairwise ones visible in the correlation heatmap.
First rows
| Country of Origin | Producer | Number.of.Bags | Processing Method | Aroma | Flavor | Aftertaste | Acidity | Body | Balance | Uniformity | Clean.Cup | Sweetness | Cupper.Points | Total.Cup.Points | Moisture | Category.One.Defects | Quakers | Category.Two.Defects | altitude_low_meters | altitude_high_meters | altitude_mean_meters | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | Ethiopia | METAD PLC | 300.0 | Washed / Wet | 7.58 | 7.58 | 7.42 | 7.5 | 7.50 | 7.50 | 10.0 | 10.0 | 10.0 | 7.50 | 82.5 | 0.12 | 0.0 | 0.0 | 0.0 | 1950.0 | 2200.0 | 2075.0 |
| 1 | Ethiopia | METAD PLC | 300.0 | Washed / Wet | 7.58 | 7.58 | 7.42 | 7.5 | 7.50 | 7.50 | 10.0 | 10.0 | 10.0 | 7.50 | 82.5 | 0.12 | 0.0 | 0.0 | 1.0 | 1950.0 | 2200.0 | 2075.0 |
| 2 | Guatemala | NaN | 5.0 | NaN | 7.58 | 7.58 | 7.42 | 7.5 | 7.50 | 7.50 | 10.0 | 10.0 | 10.0 | 7.50 | 82.5 | 0.11 | 0.0 | 0.0 | 0.0 | 1600.0 | 1800.0 | 1700.0 |
| 3 | Ethiopia | Yidnekachew Dabessa Coffee Plantation | 320.0 | Natural / Dry | 8.17 | 7.58 | 7.42 | 7.5 | 7.50 | 8.25 | 10.0 | 10.0 | 10.0 | 7.50 | 82.5 | 0.11 | 0.0 | 0.0 | 2.0 | 1800.0 | 2200.0 | 2000.0 |
| 4 | Ethiopia | METAD PLC | 300.0 | Washed / Wet | 7.58 | 7.58 | 7.42 | 7.5 | 7.50 | 8.33 | 10.0 | 10.0 | 10.0 | 7.50 | 82.5 | 0.12 | 0.0 | 0.0 | 2.0 | 1950.0 | 2200.0 | 2075.0 |
| 5 | Brazil | NaN | 100.0 | Natural / Dry | 7.58 | 7.58 | 7.42 | 7.5 | 7.50 | 8.33 | 10.0 | 10.0 | 10.0 | 8.33 | 82.5 | 0.11 | 0.0 | 0.0 | 1.0 | NaN | NaN | NaN |
| 6 | Peru | HVC | 100.0 | Washed / Wet | 7.58 | 7.58 | 7.42 | 7.5 | 7.50 | 8.25 | 10.0 | 10.0 | 10.0 | 8.50 | 82.5 | 0.11 | 0.0 | 0.0 | 0.0 | NaN | NaN | NaN |
| 7 | Ethiopia | Bazen Agricultural & Industrial Dev't Plc | 300.0 | NaN | 7.58 | 8.33 | 7.42 | 7.5 | 7.50 | 7.50 | 10.0 | 10.0 | 10.0 | 7.50 | 82.5 | 0.11 | 0.0 | 0.0 | 0.0 | 1570.0 | 1700.0 | 1635.0 |
| 8 | Ethiopia | Bazen Agricultural & Industrial Dev't Plc | 300.0 | NaN | 7.58 | 7.58 | 7.42 | 7.5 | 7.50 | 7.50 | 10.0 | 10.0 | 10.0 | 7.50 | 82.5 | 0.11 | 0.0 | 0.0 | 0.0 | 1570.0 | 1700.0 | 1635.0 |
| 9 | Ethiopia | Diamond Enterprise Plc | 50.0 | Natural / Dry | 8.08 | 7.58 | 7.42 | 7.5 | 7.67 | 7.50 | 10.0 | 10.0 | 10.0 | 8.50 | 82.5 | 0.10 | 0.0 | 0.0 | 4.0 | 1795.0 | 1850.0 | 1822.5 |
Last rows
| Country of Origin | Producer | Number.of.Bags | Processing Method | Aroma | Flavor | Aftertaste | Acidity | Body | Balance | Uniformity | Clean.Cup | Sweetness | Cupper.Points | Total.Cup.Points | Moisture | Category.One.Defects | Quakers | Category.Two.Defects | altitude_low_meters | altitude_high_meters | altitude_mean_meters | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1301 | Mexico | various small producers | 280.0 | Washed / Wet | 7.58 | 7.00 | 6.83 | 6.92 | 7.42 | 6.92 | 10.0 | 10.0 | 10.0 | 6.75 | 82.5 | 0.12 | 0.0 | 0.0 | 1.0 | 1000.00 | 1000.00 | 1000.00 |
| 1302 | Brazil | NaN | 305.0 | Natural / Dry | 7.00 | 7.00 | 6.83 | 7.00 | 7.33 | 6.83 | 10.0 | 10.0 | 10.0 | 6.67 | 82.5 | 0.11 | 0.0 | 0.0 | 2.0 | NaN | NaN | NaN |
| 1303 | Honduras | Omar Acosta | 275.0 | Washed / Wet | 7.58 | 7.58 | 7.42 | 7.50 | 6.83 | 7.50 | 10.0 | 10.0 | 10.0 | 7.50 | 82.5 | 0.10 | 0.0 | 0.0 | 4.0 | 1450.00 | 1450.00 | 1450.00 |
| 1304 | Honduras | Omar Acosta | 275.0 | Washed / Wet | 7.00 | 7.58 | 7.42 | 7.50 | 7.50 | 7.50 | 10.0 | 10.0 | 10.0 | 6.50 | 82.5 | 0.10 | 0.0 | 0.0 | 3.0 | 1450.00 | 1450.00 | 1450.00 |
| 1305 | Honduras | Omar Acosta | 275.0 | Washed / Wet | 7.00 | 7.58 | 7.42 | 7.50 | 7.50 | 7.50 | 10.0 | 10.0 | 10.0 | 7.50 | 82.5 | 0.10 | 0.0 | 0.0 | 4.0 | 1450.00 | 1450.00 | 1450.00 |
| 1306 | Mexico | JUAN CARLOS GARCÍA LOPEZ | 12.0 | Washed / Wet | 7.08 | 6.83 | 7.42 | 7.42 | 7.25 | 6.75 | 10.0 | 10.0 | 10.0 | 6.75 | 82.5 | 0.11 | 0.0 | 0.0 | 2.0 | 900.00 | 900.00 | 900.00 |
| 1307 | Haiti | COEB Koperativ Ekselsyo Basen | 1.0 | Natural / Dry | 7.58 | 7.58 | 7.42 | 7.50 | 7.08 | 7.50 | 10.0 | 10.0 | 10.0 | 7.50 | 82.5 | 0.14 | 0.0 | 0.0 | 2.0 | 350.00 | 350.00 | 350.00 |
| 1308 | Nicaragua | Teófilo Narváez | 550.0 | Other | 7.25 | 7.58 | 7.42 | 7.50 | 7.50 | 7.50 | 10.0 | 10.0 | 10.0 | 7.50 | 82.5 | 0.13 | 0.0 | 0.0 | 5.0 | 1100.00 | 1100.00 | 1100.00 |
| 1309 | Guatemala | WILLIAM ESTUARDO MARTINEZ PACHECO | 275.0 | Washed / Wet | 7.50 | 7.58 | 7.42 | 7.67 | 7.33 | 7.50 | 10.0 | 10.0 | 10.0 | 6.67 | 82.5 | 0.10 | 0.0 | 0.0 | 4.0 | 1417.32 | 1417.32 | 1417.32 |
| 1310 | Honduras | Reinerio Zepeda | 275.0 | NaN | 7.58 | 7.58 | 7.42 | 7.50 | 7.50 | 7.50 | 10.0 | 10.0 | 10.0 | 7.50 | 82.5 | 0.12 | 0.0 | 0.0 | 2.0 | 1400.00 | 1400.00 | 1400.00 |